{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\n",
       "0   1            5.1           3.5            1.4           0.2  Iris-setosa\n",
       "1   2            4.9           3.0            1.4           0.2  Iris-setosa\n",
       "2   3            4.7           3.2            1.3           0.2  Iris-setosa\n",
       "3   4            4.6           3.1            1.5           0.2  Iris-setosa\n",
       "4   5            5.0           3.6            1.4           0.2  Iris-setosa"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# irs data set test\n",
    "import pandas as pd\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "sns.set(style=\"white\", color_codes=True)\n",
    "\n",
    "iris = pd.read_csv(\"iris/Iris.csv\")\n",
    "\n",
    "iris.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Id', 'SepalLengthCm', 'SepalWidthCm', 'PetalLengthCm', 'PetalWidthCm',\n",
       "       'Species'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris[\"Species\"].value_counts()\n",
    "iris.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x109e9fba8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LL+uvf/2rdu/e7a1S0AazmraYweiGMv48Vm/IXbJa0f0S3OPt0neke+/dbME2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\nV0V7+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109b8fe10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot(kind=\"scatter\", x=\"SepalLengthCm\", y=\"SepalWidthCm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x10a03fc50>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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duoT3338fGRkZGDVqVK0OvmfPHmzatAkA4OHhAZVKJT5C3Lx5c1y/fh35+fko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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a03fb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"SepalLengthCm\", y=\"SepalWidthCm\", data=iris, size=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x10a42d6d8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RHn/8cUybNg3qCgyzT5o0CbNnz7ZhlNIxWQpw+fJlGI1GDBs2DCtWrBC3365X27Fjh2RB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\nJDtMbkREJDtMbkREJDv/Dw6Ibf32BfJgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a03fda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# FacetGrid with color scattlerplot\n",
    "sns.FacetGrid(iris, hue=\"Species\", size=5) \\\n",
    "    .map(plt.scatter, \"SepalLengthCm\", \"SepalWidthCm\") \\\n",
    "    .add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10a1d1ac8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hw4cVFRWlL7/8Uu3atTvuvb+2HSQlJWnlypWSpAMHDmjs2LHq0aOHTj/9dOXm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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109d4b0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"Species\", y=\"PetalLengthCm\", data=iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6oQgqoJTsY3IavF3UoirA6JS8xxRlAaYiCcK5MC4+B7u0iWpWld3aCxYswLRp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\nZyIiIp35f3wDPH8dHGC5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a9af208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.boxplot(x=\"Species\", y=\"PetalLengthCm\", data=iris)\n",
    "ax = sns.stripplot(x=\"Species\", y=\"PetalLengthCm\", data=iris, jitter=True, edgecolor=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10acb9d68>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MlpLtLthzqhEZGclb2nSec58/U8t57K19xRVXYOXKlcjMzER+fr77w5O1a9ci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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a0a0470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"Species\", y=\"PetalLengthCm\", data=iris, size=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x10af41d30>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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75kIuFRAR+bIuhwG9Xo+rrroK9fX1EAQBO3fuREpKiitro04Spwl2ZBwxwPsJiIjIod0N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\nIYQQXu5vJvEFF0aPOfoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10af41908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.FacetGrid(iris, hue=\"Species\", size=6) \\\n",
    "    .map(sns.kdeplot, \"PetalLengthCm\")\\\n",
    "    .add_legend()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x10ca5e2e8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7WRg94Cq7nN6CE4ew4Mrp2Pvg/UIMVqB14szj/3pdGOBW7yvAFa+8iJ83/BNA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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca5e668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris.drop(\"Id\", axis=1), hue=\"Species\", size=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x10dc8b9b0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UkOhkZqdcQOwLfwaH6+9d2ts7cXyvhoLfvdZhPV8hRHB55iLaHA62Hc/ncLWr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\ntFSsvx+G9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Qce4Oeff2b//v08/vjj9O/fnx9//JEff/yxPdsoOohvAmX/Uhv9m4pd8E6k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\nRngdNhvW6mr0SYGnMwNUmdwFr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aYRNXAghj69Kd/2HebiEgyp4X2RN+2UfmzYWcDmH45I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\n9kswAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dc5f6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris.drop(\"Id\", axis=1), hue=\"Species\", size=3, diag_kind=\"kde\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x10ef8a390>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x10f2edfd0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x11003ae10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x110079198>]], dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XaebMmdq9e7fy8/O1evVqvfnmm0pMTNSLL75Y6evt2LHjvNc549NPP9VLL72kt956Sz/8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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ef8ee48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.drop(\"Id\", axis=1).boxplot(by=\"Species\", figsize=(12, 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11034e6d8>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/uuSFOAwZTyy7ZttXYtldCYOR2ahVAM1wU/cDEEVv42cuJBG+ZC/XNHsTx3+n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xm/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\n9GV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UIYzUV3Dp1yCc6djWXSN4vq7fHQlS6Ai8KNikHbu6TNNp/epZda3zGIPT60+gnbGE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\nbwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110094be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.tools.plotting import andrews_curves\n",
    "andrews_curves(iris.drop(\"Id\", axis=1), \"Species\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11088dd30>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TL7GRLKEpk1glLkIpKBYL6KwO5e+tOpJg0XXpeXzLASTxbFA5DOOEDV4n8M4j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\nJH/JPrb7cMjFn78GJEkl57S5ITo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YwN6uwAZJRNIyOaN9GS/k97VJMudXTOBn/kEPjH7D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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11088d2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.tools.plotting import parallel_coordinates\n",
    "parallel_coordinates(iris.drop(\"Id\", axis=1), \"Species\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x110bd2f98>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Eh4fz+OOPs27dOtatW8f48eMrzT+s1Wot3dhpaWnExsbSuHFjevfuzapVq5gzZw7Dhg0j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\nYBCCGQAAgxDMAAAYhGAGAMAg/wNZl5AXY8F7gAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d214128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.tools.plotting import radviz\n",
    "radviz(iris.drop(\"Id\", axis=1), \"Species\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
